mfeat_factors

Dataset statistics

Number of variables	20
Number of observations	2000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	6
Duplicate rows (%)	0.3%
Total size in memory	312.6 KiB
Average record size in memory	160.1 B

Variable types

NUM	20

Warnings

Dataset has 6 (0.3%) duplicate rows	Duplicates
`att202` has 41 (2.1%) zeros	Zeros
`att177` has 24 (1.2%) zeros	Zeros
`target` has 200 (10.0%) zeros	Zeros

Reproduction

Analysis started	2020-10-08 14:58:00.324763
Analysis finished	2020-10-08 14:59:20.915680
Duration	1 minute and 20.59 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

att202
Real number (ℝ_≥0)

ZEROS

Distinct	25
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.115
Minimum	0
Maximum	25
Zeros	41
Zeros (%)	2.1%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	10
Q3	13
95-th percentile	18
Maximum	25
Range	25
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.113398911
Coefficient of variation (CV)	0.5055263382
Kurtosis	-0.5144771984
Mean	10.115
Median Absolute Deviation (MAD)	3
Skewness	-0.08475487861
Sum	20230
Variance	26.14684842
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
10	187	9.3%
9	181	9.0%
11	169	8.5%
12	156	7.8%
8	149	7.4%
13	136	6.8%
17	95	4.8%
14	92	4.6%
16	91	4.5%
1	89	4.5%
2	88	4.4%
7	84	4.2%
3	83	4.2%
15	77	3.9%
18	58	2.9%
4	57	2.9%
6	47	2.4%
0	41	2.1%
5	37	1.8%
19	33	1.7%
20	18	0.9%
21	15	0.8%
22	10	0.5%
23	6	0.3%
25	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41	2.1%
1	89	4.5%
2	88	4.4%
3	83	4.2%
4	57	2.9%
5	37	1.8%
6	47	2.4%
7	84	4.2%
8	149	7.4%
9	181	9.0%

Value	Count	Frequency (%)
25	1	0.1%
23	6	0.3%
22	10	0.5%
21	15	0.8%
20	18	0.9%
19	33	1.7%
18	58	2.9%
17	95	4.8%
16	91	4.5%
15	77	3.9%

att214
Real number (ℝ_≥0)

Distinct	15
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.968
Minimum	4
Maximum	18
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	4
5-th percentile	8
Q1	10
median	12
Q3	14
95-th percentile	16
Maximum	18
Range	14
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.579787521
Coefficient of variation (CV)	0.2155571124
Kurtosis	-0.7458463478
Mean	11.968
Median Absolute Deviation (MAD)	2
Skewness	0.07528338193
Sum	23936
Variance	6.655303652
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
10	294	14.7%
11	266	13.3%
12	248	12.4%
13	226	11.3%
9	208	10.4%
14	197	9.8%
15	193	9.7%
16	154	7.7%
8	96	4.8%
7	50	2.5%
17	49	2.5%
18	9	0.4%
6	6	0.3%
5	2	0.1%
4	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	2	0.1%
5	2	0.1%
6	6	0.3%
7	50	2.5%
8	96	4.8%
9	208	10.4%
10	294	14.7%
11	266	13.3%
12	248	12.4%
13	226	11.3%

Value	Count	Frequency (%)
18	9	0.4%
17	49	2.5%
16	154	7.7%
15	193	9.7%
14	197	9.8%
13	226	11.3%
12	248	12.4%
11	266	13.3%
10	294	14.7%
9	208	10.4%

att139
Real number (ℝ_≥0)

Distinct	37
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.027
Minimum	0
Maximum	36
Zeros	1
Zeros (%)	< 0.1%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	12
median	17
Q3	25
95-th percentile	30
Maximum	36
Range	36
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	7.616973161
Coefficient of variation (CV)	0.4225313786
Kurtosis	-0.8727567937
Mean	18.027
Median Absolute Deviation (MAD)	6
Skewness	0.2025895008
Sum	36054
Variance	58.01828014
Monotocity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
11	139	7.0%
12	105	5.2%
13	103	5.1%
10	103	5.1%
15	100	5.0%
27	98	4.9%
17	89	4.5%
14	86	4.3%
18	82	4.1%
9	78	3.9%
16	78	3.9%
26	78	3.9%
19	76	3.8%
28	75	3.8%
24	69	3.5%
22	63	3.1%
20	63	3.1%
29	63	3.1%
25	62	3.1%
23	53	2.6%
21	51	2.5%
8	36	1.8%
7	33	1.7%
30	32	1.6%
31	29	1.5%
Other values (12)	156	7.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	3	0.1%
2	11	0.5%
3	12	0.6%
4	13	0.7%
5	23	1.1%
6	24	1.2%
7	33	1.7%
8	36	1.8%
9	78	3.9%

Value	Count	Frequency (%)
36	6	0.3%
35	14	0.7%
34	10	0.5%
33	22	1.1%
32	17	0.9%
31	29	1.5%
30	32	1.6%
29	63	3.1%
28	75	3.8%
27	98	4.9%

att178
Real number (ℝ_≥0)

Distinct	18
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.277
Minimum	0
Maximum	17
Zeros	3
Zeros (%)	0.1%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	7
median	9
Q3	11
95-th percentile	14
Maximum	17
Range	17
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.009451678
Coefficient of variation (CV)	0.3243992322
Kurtosis	-0.09832404278
Mean	9.277
Median Absolute Deviation (MAD)	2
Skewness	-0.2231365856
Sum	18554
Variance	9.0567994
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
9	288	14.4%
10	262	13.1%
8	234	11.7%
11	217	10.8%
7	192	9.6%
12	186	9.3%
13	129	6.5%
6	110	5.5%
14	95	4.8%
5	89	4.5%
4	61	3.0%
15	41	2.1%
3	34	1.7%
2	25	1.2%
16	18	0.9%
1	11	0.5%
17	5	0.2%
0	3	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.1%
1	11	0.5%
2	25	1.2%
3	34	1.7%
4	61	3.0%
5	89	4.5%
6	110	5.5%
7	192	9.6%
8	234	11.7%
9	288	14.4%

Value	Count	Frequency (%)
17	5	0.2%
16	18	0.9%
15	41	2.1%
14	95	4.8%
13	129	6.5%
12	186	9.3%
11	217	10.8%
10	262	13.1%
9	288	14.4%
8	234	11.7%

att16
Real number (ℝ_≥0)

Distinct	351
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	671.949
Minimum	527
Maximum	987
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	527
5-th percentile	568.95
Q1	610
median	652
Q3	723
95-th percentile	831
Maximum	987
Range	460
Interquartile range (IQR)	113

Descriptive statistics

Standard deviation	81.93596982
Coefficient of variation (CV)	0.1219377807
Kurtosis	0.1541791891
Mean	671.949
Median Absolute Deviation (MAD)	51
Skewness	0.8356626585
Sum	1343898
Variance	6713.503151
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
637	23	1.1%
629	19	0.9%
648	18	0.9%
601	17	0.9%
593	17	0.9%
624	16	0.8%
626	16	0.8%
652	16	0.8%
625	16	0.8%
651	16	0.8%
604	16	0.8%
610	15	0.8%
641	15	0.8%
616	15	0.8%
594	15	0.8%
642	14	0.7%
619	14	0.7%
663	14	0.7%
605	14	0.7%
617	13	0.7%
614	13	0.7%
631	13	0.7%
606	13	0.7%
602	13	0.7%
598	13	0.7%
Other values (326)	1616	80.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
527	2	0.1%
531	1	0.1%
534	1	0.1%
536	1	0.1%
537	1	0.1%
538	1	0.1%
539	2	0.1%
541	1	0.1%
542	2	0.1%
546	1	0.1%

Value	Count	Frequency (%)
987	1	0.1%
952	1	0.1%
950	1	0.1%
942	2	0.1%
938	1	0.1%
934	1	0.1%
933	1	0.1%
925	1	0.1%
924	2	0.1%
917	1	0.1%

att112
Real number (ℝ_≥0)

Distinct	297
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	803.899
Minimum	574
Maximum	1043
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	574
5-th percentile	680
Q1	769.75
median	818
Q3	849
95-th percentile	882
Maximum	1043
Range	469
Interquartile range (IQR)	79.25

Descriptive statistics

Standard deviation	62.61193917
Coefficient of variation (CV)	0.07788533033
Kurtosis	0.2684048724
Mean	803.899
Median Absolute Deviation (MAD)	36
Skewness	-0.7575355209
Sum	1607798
Variance	3920.254926
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
858	23	1.1%
844	23	1.1%
850	22	1.1%
847	21	1.1%
816	21	1.1%
832	21	1.1%
837	21	1.1%
845	21	1.1%
833	20	1.0%
862	19	0.9%
846	19	0.9%
810	18	0.9%
825	18	0.9%
818	18	0.9%
840	18	0.9%
801	17	0.9%
811	17	0.9%
813	17	0.9%
819	17	0.9%
863	17	0.9%
856	17	0.9%
864	17	0.9%
852	17	0.9%
855	17	0.9%
843	17	0.9%
Other values (272)	1527	76.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
574	1	0.1%
596	1	0.1%
605	1	0.1%
608	1	0.1%
612	1	0.1%
616	2	0.1%
620	1	0.1%
621	1	0.1%
622	1	0.1%
624	1	0.1%

Value	Count	Frequency (%)
1043	1	0.1%
970	1	0.1%
952	2	0.1%
949	1	0.1%
947	1	0.1%
946	1	0.1%
938	1	0.1%
935	1	0.1%
925	3	0.1%
924	2	0.1%

att183
Real number (ℝ_≥0)

Distinct	540
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	855.6795
Minimum	582
Maximum	1334
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	582
5-th percentile	655.95
Q1	741
median	847
Q3	957
95-th percentile	1090.1
Maximum	1334
Range	752
Interquartile range (IQR)	216

Descriptive statistics

Standard deviation	138.4763902
Coefficient of variation (CV)	0.1618320763
Kurtosis	-0.5389741078
Mean	855.6795
Median Absolute Deviation (MAD)	108
Skewness	0.3360271024
Sum	1711359
Variance	19175.71064
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
763	11	0.5%
990	10	0.5%
907	10	0.5%
801	10	0.5%
970	10	0.5%
1006	10	0.5%
704	9	0.4%
969	9	0.4%
757	9	0.4%
806	9	0.4%
924	9	0.4%
980	9	0.4%
692	8	0.4%
916	8	0.4%
726	8	0.4%
693	8	0.4%
731	8	0.4%
750	8	0.4%
768	8	0.4%
753	8	0.4%
769	8	0.4%
828	8	0.4%
667	8	0.4%
872	8	0.4%
666	8	0.4%
Other values (515)	1781	89.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
582	1	0.1%
584	1	0.1%
589	1	0.1%
592	1	0.1%
595	1	0.1%
598	1	0.1%
599	1	0.1%
600	1	0.1%
601	1	0.1%
604	1	0.1%

Value	Count	Frequency (%)
1334	1	0.1%
1299	1	0.1%
1281	1	0.1%
1276	1	0.1%
1262	1	0.1%
1252	1	0.1%
1245	1	0.1%
1241	1	0.1%
1234	2	0.1%
1230	1	0.1%

att74
Real number (ℝ_≥0)

Distinct	361
Distinct (%)	18.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	327.2515
Minimum	125
Maximum	613
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	125
5-th percentile	211
Q1	266
median	317
Q3	381
95-th percentile	481
Maximum	613
Range	488
Interquartile range (IQR)	115

Descriptive statistics

Standard deviation	82.39424527
Coefficient of variation (CV)	0.2517765244
Kurtosis	-0.2837404978
Mean	327.2515
Median Absolute Deviation (MAD)	56
Skewness	0.4751018599
Sum	654503
Variance	6788.811654
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
334	17	0.9%
303	16	0.8%
318	15	0.8%
264	14	0.7%
273	14	0.7%
259	14	0.7%
280	14	0.7%
272	14	0.7%
351	14	0.7%
279	14	0.7%
285	14	0.7%
271	14	0.7%
267	14	0.7%
304	13	0.7%
282	13	0.7%
287	13	0.7%
243	13	0.7%
324	13	0.7%
317	13	0.7%
241	13	0.7%
312	12	0.6%
300	12	0.6%
288	12	0.6%
340	12	0.6%
260	12	0.6%
Other values (336)	1661	83.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
125	1	0.1%
142	1	0.1%
143	2	0.1%
147	1	0.1%
148	1	0.1%
149	2	0.1%
160	1	0.1%
161	1	0.1%
162	1	0.1%
163	1	0.1%

Value	Count	Frequency (%)
613	1	0.1%
577	1	0.1%
571	1	0.1%
570	1	0.1%
559	1	0.1%
553	1	0.1%
546	1	0.1%
545	1	0.1%
542	1	0.1%
541	3	0.1%

att206
Real number (ℝ_≥0)

Distinct	330
Distinct (%)	16.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	320.7825
Minimum	145
Maximum	565
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	145
5-th percentile	225
Q1	270
median	310
Q3	366
95-th percentile	447
Maximum	565
Range	420
Interquartile range (IQR)	96

Descriptive statistics

Standard deviation	69.48709536
Coefficient of variation (CV)	0.2166174756
Kurtosis	0.05301534958
Mean	320.7825
Median Absolute Deviation (MAD)	46
Skewness	0.576572041
Sum	641565
Variance	4828.456422
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
296	22	1.1%
287	21	1.1%
277	18	0.9%
252	17	0.9%
320	16	0.8%
283	16	0.8%
313	16	0.8%
330	16	0.8%
280	16	0.8%
298	15	0.8%
309	15	0.8%
288	15	0.8%
273	15	0.8%
345	15	0.8%
246	15	0.8%
295	15	0.8%
348	15	0.8%
307	15	0.8%
372	14	0.7%
268	14	0.7%
274	14	0.7%
310	14	0.7%
272	14	0.7%
286	14	0.7%
247	13	0.7%
Other values (305)	1610	80.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
145	1	0.1%
152	1	0.1%
170	1	0.1%
172	1	0.1%
173	1	0.1%
178	1	0.1%
179	2	0.1%
184	1	0.1%
187	1	0.1%
188	1	0.1%

Value	Count	Frequency (%)
565	1	0.1%
557	1	0.1%
556	1	0.1%
550	1	0.1%
548	1	0.1%
542	1	0.1%
536	1	0.1%
529	1	0.1%
528	1	0.1%
517	1	0.1%

att140
Real number (ℝ_≥0)

Distinct	35
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.856
Minimum	2
Maximum	36
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	2
5-th percentile	8
Q1	15
median	19
Q3	26
95-th percentile	32
Maximum	36
Range	34
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.324280616
Coefficient of variation (CV)	0.368869894
Kurtosis	-0.865243563
Mean	19.856
Median Absolute Deviation (MAD)	5
Skewness	0.0906220682
Sum	39712
Variance	53.64508654
Monotocity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
20	122	6.1%
18	121	6.0%
16	114	5.7%
17	101	5.1%
15	98	4.9%
19	92	4.6%
30	90	4.5%
22	90	4.5%
10	77	3.9%
14	74	3.7%
21	73	3.6%
23	70	3.5%
29	70	3.5%
31	66	3.3%
25	65	3.2%
26	62	3.1%
24	61	3.0%
12	59	2.9%
13	58	2.9%
9	58	2.9%
8	57	2.9%
27	54	2.7%
32	54	2.7%
11	47	2.4%
28	41	2.1%
Other values (10)	126	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	0.1%
3	5	0.2%
4	4	0.2%
5	3	0.1%
6	9	0.4%
7	36	1.8%
8	57	2.9%
9	58	2.9%
10	77	3.9%
11	47	2.4%

Value	Count	Frequency (%)
36	1	0.1%
35	6	0.3%
34	25	1.2%
33	36	1.8%
32	54	2.7%
31	66	3.3%
30	90	4.5%
29	70	3.5%
28	41	2.1%
27	54	2.7%

att160
Real number (ℝ_≥0)

Distinct	403
Distinct (%)	20.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	674.847
Minimum	470
Maximum	1029
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	470
5-th percentile	554
Q1	602
median	652
Q3	745.25
95-th percentile	848
Maximum	1029
Range	559
Interquartile range (IQR)	143.25

Descriptive statistics

Standard deviation	94.42785554
Coefficient of variation (CV)	0.1399248356
Kurtosis	-0.1685876074
Mean	674.847
Median Absolute Deviation (MAD)	62
Skewness	0.6674722837
Sum	1349694
Variance	8916.619901
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
601	21	1.1%
612	17	0.9%
611	16	0.8%
616	15	0.8%
622	15	0.8%
656	15	0.8%
619	15	0.8%
630	15	0.8%
618	15	0.8%
621	15	0.8%
591	15	0.8%
571	15	0.8%
604	15	0.8%
617	14	0.7%
598	14	0.7%
625	14	0.7%
641	13	0.7%
587	13	0.7%
593	13	0.7%
602	13	0.7%
608	13	0.7%
592	13	0.7%
584	12	0.6%
605	12	0.6%
599	12	0.6%
Other values (378)	1640	82.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
470	1	0.1%
471	1	0.1%
475	1	0.1%
483	1	0.1%
490	1	0.1%
494	1	0.1%
495	1	0.1%
497	1	0.1%
498	1	0.1%
501	1	0.1%

Value	Count	Frequency (%)
1029	1	0.1%
1018	1	0.1%
994	1	0.1%
986	1	0.1%
981	1	0.1%
978	1	0.1%
975	1	0.1%
968	1	0.1%
959	1	0.1%
958	1	0.1%

att31
Real number (ℝ_≥0)

Distinct	41
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21.905
Minimum	0
Maximum	40
Zeros	9
Zeros (%)	0.4%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	16
median	22
Q3	29
95-th percentile	37
Maximum	40
Range	40
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.159307914
Coefficient of variation (CV)	0.4181377728
Kurtosis	-0.5328570547
Mean	21.905
Median Absolute Deviation (MAD)	6
Skewness	-0.1615702775
Sum	43810
Variance	83.89292146
Monotocity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
16	113	5.7%
15	92	4.6%
19	86	4.3%
22	86	4.3%
24	84	4.2%
23	83	4.2%
17	82	4.1%
20	76	3.8%
18	75	3.8%
25	75	3.8%
21	74	3.7%
14	68	3.4%
28	67	3.4%
34	62	3.1%
30	61	3.0%
26	58	2.9%
27	55	2.8%
29	54	2.7%
33	53	2.6%
32	51	2.5%
31	49	2.5%
36	46	2.3%
37	38	1.9%
35	37	1.8%
38	36	1.8%
Other values (16)	339	17.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9	0.4%
1	18	0.9%
2	17	0.9%
3	19	0.9%
4	20	1.0%
5	22	1.1%
6	30	1.5%
7	27	1.4%
8	22	1.1%
9	13	0.7%

Value	Count	Frequency (%)
40	7	0.4%
39	26	1.3%
38	36	1.8%
37	38	1.9%
36	46	2.3%
35	37	1.8%
34	62	3.1%
33	53	2.6%
32	51	2.5%
31	49	2.5%

att191
Real number (ℝ_≥0)

Distinct	25
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.1325
Minimum	0
Maximum	24
Zeros	8
Zeros (%)	0.4%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
median	11
Q3	15
95-th percentile	20
Maximum	24
Range	24
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.388549154
Coefficient of variation (CV)	0.4840376513
Kurtosis	-0.8897569812
Mean	11.1325
Median Absolute Deviation (MAD)	4
Skewness	-0.02277445918
Sum	22265
Variance	29.03646198
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
12	139	7.0%
10	134	6.7%
11	129	6.5%
14	129	6.5%
13	127	6.3%
16	116	5.8%
15	110	5.5%
3	108	5.4%
8	102	5.1%
4	101	5.1%
9	99	5.0%
5	96	4.8%
18	91	4.5%
17	89	4.5%
6	80	4.0%
7	76	3.8%
19	72	3.6%
2	57	2.9%
20	45	2.2%
21	33	1.7%
1	28	1.4%
22	20	1.0%
23	10	0.5%
0	8	0.4%
24	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8	0.4%
1	28	1.4%
2	57	2.9%
3	108	5.4%
4	101	5.1%
5	96	4.8%
6	80	4.0%
7	76	3.8%
8	102	5.1%
9	99	5.0%

Value	Count	Frequency (%)
24	1	0.1%
23	10	0.5%
22	20	1.0%
21	33	1.7%
20	45	2.2%
19	72	3.6%
18	91	4.5%
17	89	4.5%
16	116	5.8%
15	110	5.5%

att10
Real number (ℝ_≥0)

Distinct	18
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.054
Minimum	0
Maximum	17
Zeros	6
Zeros (%)	0.3%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	10
Q3	12
95-th percentile	15
Maximum	17
Range	17
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.084412468
Coefficient of variation (CV)	0.4511169062
Kurtosis	-0.9843901956
Mean	9.054
Median Absolute Deviation (MAD)	3
Skewness	-0.1765742586
Sum	18108
Variance	16.68242521
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
11	247	12.3%
10	229	11.5%
12	177	8.8%
4	152	7.6%
3	134	6.7%
5	133	6.7%
9	133	6.7%
13	124	6.2%
14	116	5.8%
6	101	5.1%
7	99	5.0%
15	90	4.5%
16	73	3.6%
8	73	3.6%
2	67	3.4%
1	28	1.4%
17	18	0.9%
0	6	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	0.3%
1	28	1.4%
2	67	3.4%
3	134	6.7%
4	152	7.6%
5	133	6.7%
6	101	5.1%
7	99	5.0%
8	73	3.6%
9	133	6.7%

Value	Count	Frequency (%)
17	18	0.9%
16	73	3.6%
15	90	4.5%
14	116	5.8%
13	124	6.2%
12	177	8.8%
11	247	12.3%
10	229	11.5%
9	133	6.7%
8	73	3.6%

att68
Real number (ℝ_≥0)

Distinct	38
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.771
Minimum	3
Maximum	40
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	3
5-th percentile	8
Q1	15
median	20
Q3	25
95-th percentile	30
Maximum	40
Range	37
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.834611544
Coefficient of variation (CV)	0.345688713
Kurtosis	-0.4940467591
Mean	19.771
Median Absolute Deviation (MAD)	5
Skewness	-0.03066685368
Sum	39542
Variance	46.71191496
Monotocity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
19	117	5.9%
14	112	5.6%
18	110	5.5%
24	109	5.5%
20	106	5.3%
27	104	5.2%
26	103	5.1%
13	100	5.0%
16	95	4.8%
21	94	4.7%
22	89	4.5%
25	82	4.1%
17	82	4.1%
15	80	4.0%
28	79	4.0%
23	74	3.7%
12	69	3.5%
29	42	2.1%
30	39	1.9%
11	39	1.9%
10	35	1.8%
8	33	1.7%
6	31	1.6%
31	25	1.2%
7	24	1.2%
Other values (13)	127	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	4	0.2%
4	9	0.4%
5	17	0.9%
6	31	1.6%
7	24	1.2%
8	33	1.7%
9	23	1.1%
10	35	1.8%
11	39	1.9%
12	69	3.5%

Value	Count	Frequency (%)
40	1	0.1%
39	1	0.1%
38	1	0.1%
37	2	0.1%
36	9	0.4%
35	14	0.7%
34	10	0.5%
33	14	0.7%
32	22	1.1%
31	25	1.2%

att177
Real number (ℝ_≥0)

ZEROS

Distinct	45
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.897
Minimum	0
Maximum	44
Zeros	24
Zeros (%)	1.2%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	9
median	16
Q3	25
95-th percentile	39
Maximum	44
Range	44
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.58958801
Coefficient of variation (CV)	0.6475715489
Kurtosis	-0.770769682
Mean	17.897
Median Absolute Deviation (MAD)	8
Skewness	0.477965612
Sum	35794
Variance	134.3185503
Monotocity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
18	91	4.5%
20	80	4.0%
16	77	3.9%
19	73	3.6%
14	70	3.5%
9	70	3.5%
11	69	3.5%
6	68	3.4%
1	65	3.2%
8	64	3.2%
15	63	3.1%
7	61	3.0%
10	61	3.0%
13	60	3.0%
4	56	2.8%
22	56	2.8%
2	54	2.7%
21	53	2.6%
5	52	2.6%
12	52	2.6%
17	50	2.5%
3	50	2.5%
37	43	2.1%
23	37	1.8%
39	36	1.8%
Other values (20)	489	24.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	1.2%
1	65	3.2%
2	54	2.7%
3	50	2.5%
4	56	2.8%
5	52	2.6%
6	68	3.4%
7	61	3.0%
8	64	3.2%
9	70	3.5%

Value	Count	Frequency (%)
44	3	0.1%
43	11	0.5%
42	17	0.9%
41	30	1.5%
40	34	1.7%
39	36	1.8%
38	33	1.7%
37	43	2.1%
36	30	1.5%
35	34	1.7%

att173
Real number (ℝ_≥0)

Distinct	454
Distinct (%)	22.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	941.9585
Minimum	479
Maximum	1179
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	479
5-th percentile	702
Q1	892
median	969
Q3	1019
95-th percentile	1069
Maximum	1179
Range	700
Interquartile range (IQR)	127

Descriptive statistics

Standard deviation	109.9028621
Coefficient of variation (CV)	0.1166748451
Kurtosis	0.7265534587
Mean	941.9585
Median Absolute Deviation (MAD)	58
Skewness	-1.073823789
Sum	1883917
Variance	12078.6391
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1010	20	1.0%
966	18	0.9%
1029	17	0.9%
961	16	0.8%
1026	16	0.8%
1017	16	0.8%
964	15	0.8%
1011	15	0.8%
990	15	0.8%
998	14	0.7%
1043	14	0.7%
1048	13	0.7%
1006	13	0.7%
1016	13	0.7%
938	12	0.6%
968	12	0.6%
1054	12	0.6%
1012	12	0.6%
1042	12	0.6%
947	12	0.6%
996	12	0.6%
957	12	0.6%
1014	12	0.6%
959	12	0.6%
1003	12	0.6%
Other values (429)	1653	82.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
479	1	0.1%
566	1	0.1%
576	1	0.1%
578	1	0.1%
580	1	0.1%
581	1	0.1%
587	1	0.1%
592	1	0.1%
593	1	0.1%
607	1	0.1%

Value	Count	Frequency (%)
1179	1	0.1%
1178	1	0.1%
1172	1	0.1%
1151	1	0.1%
1145	1	0.1%
1141	1	0.1%
1140	1	0.1%
1136	1	0.1%
1134	1	0.1%
1130	2	0.1%

att19
Real number (ℝ_≥0)

Distinct	42
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.862
Minimum	0
Maximum	41
Zeros	20
Zeros (%)	1.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	9
median	18
Q3	26
95-th percentile	33
Maximum	41
Range	41
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	10.15522133
Coefficient of variation (CV)	0.5685377522
Kurtosis	-1.025614597
Mean	17.862
Median Absolute Deviation (MAD)	8
Skewness	0.008719796666
Sum	35724
Variance	103.1285203
Monotocity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
19	97	4.9%
31	81	4.0%
23	81	4.0%
20	78	3.9%
3	75	3.8%
17	71	3.5%
7	68	3.4%
16	68	3.4%
15	66	3.3%
22	63	3.1%
21	63	3.1%
18	62	3.1%
32	61	3.0%
5	60	3.0%
1	58	2.9%
6	57	2.9%
8	56	2.8%
14	52	2.6%
2	51	2.5%
33	51	2.5%
25	51	2.5%
24	51	2.5%
12	51	2.5%
4	50	2.5%
30	49	2.5%
Other values (17)	429	21.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20	1.0%
1	58	2.9%
2	51	2.5%
3	75	3.8%
4	50	2.5%
5	60	3.0%
6	57	2.9%
7	68	3.4%
8	56	2.8%
9	39	1.9%

Value	Count	Frequency (%)
41	2	0.1%
40	2	0.1%
39	10	0.5%
38	12	0.6%
37	9	0.4%
36	15	0.8%
35	15	0.8%
34	30	1.5%
33	51	2.5%
32	61	3.0%

att155
Real number (ℝ_≥0)

Distinct	18
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.3545
Minimum	0
Maximum	17
Zeros	6
Zeros (%)	0.3%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
median	10
Q3	12
95-th percentile	15
Maximum	17
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.706440152
Coefficient of variation (CV)	0.3962200173
Kurtosis	-0.6245856902
Mean	9.3545
Median Absolute Deviation (MAD)	2
Skewness	-0.379783193
Sum	18709
Variance	13.7376986
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
11	252	12.6%
10	236	11.8%
9	190	9.5%
12	185	9.2%
13	155	7.8%
8	146	7.3%
14	141	7.0%
5	115	5.8%
7	113	5.7%
4	107	5.3%
3	90	4.5%
15	77	3.9%
6	61	3.0%
2	53	2.6%
16	42	2.1%
1	25	1.2%
0	6	0.3%
17	6	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	0.3%
1	25	1.2%
2	53	2.6%
3	90	4.5%
4	107	5.3%
5	115	5.8%
6	61	3.0%
7	113	5.7%
8	146	7.3%
9	190	9.5%

Value	Count	Frequency (%)
17	6	0.3%
16	42	2.1%
15	77	3.9%
14	141	7.0%
13	155	7.8%
12	185	9.2%
11	252	12.6%
10	236	11.8%
9	190	9.5%
8	146	7.3%

target
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.5
Minimum	0
Maximum	9
Zeros	200
Zeros (%)	10.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4.5
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.872999663
Coefficient of variation (CV)	0.6384443696
Kurtosis	-1.224302538
Mean	4.5
Median Absolute Deviation (MAD)	2.5
Skewness	0
Sum	9000
Variance	8.254127064
Monotocity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	200	10.0%
8	200	10.0%
7	200	10.0%
6	200	10.0%
5	200	10.0%
4	200	10.0%
3	200	10.0%
2	200	10.0%
1	200	10.0%
0	200	10.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	200	10.0%
1	200	10.0%
2	200	10.0%
3	200	10.0%
4	200	10.0%
5	200	10.0%
6	200	10.0%
7	200	10.0%
8	200	10.0%
9	200	10.0%

Value	Count	Frequency (%)
9	200	10.0%
8	200	10.0%
7	200	10.0%
6	200	10.0%
5	200	10.0%
4	200	10.0%
3	200	10.0%
2	200	10.0%
1	200	10.0%
0	200	10.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	att202	att214	att139	att178	att16	att112	att183	att74	att206	att140	att160	att31	att191	att10	att68	att177	att173	att19	att155
0	10.0	15.0	11.0	12.0	624.0	886.0	607.0	518.0	421.0	8.0	644.0	38.0	9.0	6.0	28.0	12.0	961.0	7.0	10.0
1	10.0	13.0	16.0	8.0	548.0	796.0	687.0	427.0	354.0	10.0	614.0	29.0	10.0	4.0	30.0	19.0	979.0	2.0	5.0
2	13.0	14.0	17.0	9.0	560.0	790.0	672.0	377.0	348.0	9.0	542.0	24.0	10.0	3.0	27.0	10.0	943.0	7.0	7.0
3	11.0	12.0	9.0	7.0	629.0	879.0	711.0	390.0	419.0	9.0	651.0	36.0	12.0	5.0	27.0	15.0	959.0	5.0	5.0
4	8.0	15.0	17.0	8.0	613.0	871.0	763.0	365.0	342.0	9.0	651.0	28.0	10.0	4.0	27.0	14.0	955.0	5.0	7.0
5	9.0	10.0	25.0	7.0	591.0	829.0	885.0	332.0	257.0	19.0	709.0	20.0	11.0	9.0	25.0	25.0	1015.0	15.0	4.0
6	7.0	14.0	11.0	13.0	606.0	842.0	661.0	489.0	408.0	7.0	584.0	38.0	11.0	7.0	27.0	18.0	983.0	7.0	6.0
7	11.0	16.0	10.0	11.0	620.0	884.0	667.0	385.0	296.0	10.0	642.0	35.0	8.0	5.0	28.0	16.0	986.0	4.0	11.0
8	7.0	14.0	12.0	13.0	577.0	831.0	643.0	532.0	429.0	8.0	573.0	39.0	8.0	7.0	28.0	21.0	1003.0	8.0	9.0
9	10.0	13.0	10.0	10.0	573.0	787.0	665.0	415.0	428.0	7.0	559.0	35.0	8.0	4.0	29.0	12.0	963.0	4.0	5.0

Last rows

	att202	att214	att139	att178	att16	att112	att183	att74	att206	att140	att160	att31	att191	att10	att68	att177	att173	att19	att155	target
1990	16.0	13.0	18.0	8.0	564.0	810.0	949.0	355.0	368.0	16.0	612.0	19.0	4.0	4.0	18.0	22.0	973.0	22.0	11.0	9
1991	10.0	15.0	1.0	10.0	813.0	899.0	720.0	305.0	312.0	28.0	923.0	28.0	16.0	4.0	26.0	30.0	1028.0	13.0	11.0	9
1992	13.0	12.0	16.0	11.0	658.0	924.0	931.0	310.0	229.0	17.0	710.0	17.0	4.0	7.0	19.0	20.0	953.0	20.0	9.0	9
1993	9.0	14.0	11.0	13.0	606.0	846.0	869.0	343.0	318.0	16.0	618.0	20.0	18.0	7.0	20.0	15.0	994.0	19.0	9.0	9
1994	21.0	10.0	17.0	13.0	580.0	850.0	1069.0	435.0	430.0	15.0	600.0	24.0	3.0	9.0	19.0	19.0	1019.0	21.0	10.0	9
1995	13.0	14.0	16.0	13.0	617.0	877.0	991.0	386.0	293.0	16.0	611.0	15.0	11.0	7.0	18.0	13.0	950.0	20.0	8.0	9
1996	21.0	10.0	19.0	13.0	620.0	848.0	997.0	296.0	287.0	13.0	724.0	24.0	1.0	9.0	21.0	23.0	997.0	25.0	12.0	9
1997	8.0	15.0	13.0	14.0	649.0	881.0	924.0	315.0	348.0	17.0	709.0	14.0	18.0	10.0	21.0	23.0	977.0	17.0	9.0	9
1998	12.0	13.0	15.0	10.0	604.0	844.0	938.0	395.0	332.0	16.0	634.0	12.0	20.0	4.0	20.0	15.0	963.0	19.0	7.0	9
1999	11.0	12.0	18.0	9.0	717.0	853.0	951.0	259.0	296.0	23.0	799.0	21.0	3.0	5.0	29.0	33.0	1026.0	22.0	10.0	9

Most frequent

	att202	att214	att139	att178	att16	att112	att183	att74	att206	att140	att160	att31	att191	att10	att68	att177	att173	att19	att155	target	count
0	2.0	9.0	26.0	10.0	642.0	760.0	834.0	241.0	198.0	16.0	628.0	19.0	20.0	12.0	14.0	6.0	831.0	12.0	7.0	6	2
1	3.0	12.0	27.0	9.0	801.0	753.0	877.0	241.0	320.0	15.0	733.0	18.0	15.0	13.0	13.0	11.0	790.0	15.0	10.0	6	2
2	11.0	8.0	18.0	9.0	616.0	820.0	925.0	313.0	310.0	8.0	626.0	27.0	3.0	15.0	14.0	12.0	1055.0	26.0	10.0	3	2
3	11.0	12.0	18.0	9.0	717.0	853.0	951.0	259.0	296.0	23.0	799.0	21.0	3.0	5.0	29.0	33.0	1026.0	22.0	10.0	9	2
4	16.0	11.0	2.0	8.0	591.0	739.0	765.0	357.0	320.0	3.0	521.0	29.0	12.0	10.0	23.0	6.0	1068.0	16.0	1.0	5	2
5	17.0	10.0	25.0	11.0	832.0	810.0	941.0	190.0	277.0	30.0	886.0	26.0	9.0	11.0	14.0	42.0	1079.0	39.0	10.0	7	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent